Machine learning-assisted tongue image analysis for the diagnosis of Hashimoto’s thyroiditis

The tongue image-based machine learning model can effectively assist in distinguishing euthyroid from hypothyroidism in HT, offering a non-invasive, low-cost, and intelligent tool for auxiliary diagnosis and disease risk monitoring in primary care settings.

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Publication Details

Journal
Frontiers in Medicine
Published
2025-10-29
DOI
https://doi.org/10.3389/fmed.2025.1673891
Primary Topic
Traditional Chinese Medicine Studies
Type
article
Field-Weighted Citation Impact
0.00

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article

Machine learning-assisted tongue image analysis for the diagnosis of Hashimoto’s thyroiditis

Dongxiao Zhang, Mingji Piao, Xingai Ju, Mengyou Liu et al.
Frontiers in Medicine
Traditional Chinese Medicine Studies
article

Machine learning-assisted tongue image analysis for the diagnosis of Hashimoto’s thyroiditis

Dongxiao Zhang, Mingji Piao, Xingai Ju, Mengyou Liu, Jianchun Cui, Yifei Zeng, Yongxin Li, Li Lü, Wenjun Wu, Bo Zhang, Ting Ruan, Y. Z. Sun
article en

Abstract

The tongue image-based machine learning model can effectively assist in distinguishing euthyroid from hypothyroidism in HT, offering a non-invasive, low-cost, and intelligent tool for auxiliary diagnosis and disease risk monitoring in primary care settings.

Frontiers in MedicineVol. 12
Wannan Medical College (CN), Capital Medical University (CN), Liaoning University of Traditional Chinese Medicine (CN), Xinjiang Production and Construction Corps (CN), Liaoning Provincial People's Hospital (CN), Changchun University of Chinese Medicine (CN), Affiliated Hospital of Liaoning University of Traditional Chinese Medicine (CN), Beijing Hospital of Traditional Chinese Medicine (CN), Cixian People's Hospital (CN), China Medical University (CN)
Xinjiang Production and Construction Corps
Openalex Percentile: Top 52%
Traditional Chinese Medicine Studies
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Machine learning-assisted tongue image analysis for the diagnosis of Hashimoto’s thyroiditis — Dongxiao Zhang, Mingji Piao, et al. · Frontiers in Medicine (2025) | TGRS Research Map | TGRS